What about potentially think of? Even that does not make sense because every possible description you can think of must be written with finitely many symbols in some language, and all such descriptions form a countable set.
Therefore, there are real numbers that could never be written down in English, even potentially. Of course, that partially also depends on the kind of axiom system that you are using. In effect, the standard axioms of mathematics state the existence of things that cannot be effectively specified, which some people actually are against, although such people form a minority.
The surprising thing is that we can effectively reason with large infinities and such objects make intuitive sense (the set of all functions from the natural numbers to the natural numbers is uncountable but a very natural sounding set), and yet it is impossible even in principle to write every one down, even with an unlimited amount of time.
You can't think of an arbitrary real number, in the sense of distinguishing it every other real number(including nearby reals an ε away from it), and with no other constraints besides being a real number.
I don't think that's true. We can certainly think of certain numbers which we gave a name to and have defined it in some way. But there are a _lot_ of real numbers.
We could think about it this way: we can only describe (and therefore think of) numbers using a finite number of symbols out of a finite alphabet. That makes it only countable.
And then some uncomputable ones if we give them a name/concept.
It seems quite wild
Infinity is much bigger than any finite number. This includes even "all possible numbers reachable in all possible finite encodings of a number within a given size", as inconceivably large as that is. No matter how large that set is, somewhere, there is some maximum number that is the largest possible number you can specify under the conditions I've given here, and that number is 0% of the way along the number line, which means that 100% of all "computable numbers" are larger than than that number.
There are some uncomputable numbers that have been given names. We even have the first few digits of some of them. See for instance: https://en.wikipedia.org/wiki/Chaitin%27s_constant